I am working with tesseract 3.05.01 (stable version). 
I am using to recognize single charcter images.
It is working fine in most of the cases (with blurred or even noisy 
images). 

But can't understand why it fails in a reasonably clean image.
The image below is identified as 'E' instead  of '0'.

<https://lh3.googleusercontent.com/-ZGwVdycoSuo/WbEalEr1TfI/AAAAAAAABoc/6O2ujyZNDIIX873K8FNrM8AuTg9SzFSxACLcBGAs/s1600/normal-result.6.png>

Tried some image processing using OpenCV like binarisation, deskew, 
denoising etc. 
Still same result.

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